Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 43.275 | splunkmcp · search | Official MCP server for Splunk Enterprise and Cloud that enables AI assistants to securely execute SPL queries, generate searches from natural… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | zakarialabib-rust-documentationmcp · search | Provides access to Rust documentation from docs.rs, crates.io search, and the Rust Book with intelligent caching, source code browsing, dependency… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | 0x-professor-ctftimemcp · search | Integrates with CTFtime.org to retrieve cybersecurity competition data including upcoming events, team rankings, historical results, and event search… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | mariadb-roelvandepaar-cloud-hybrid-rag-searchmcp · search | Combines MariaDB's native vector search with real-time web search through Brave API integration, enabling hybrid retrieval workflows that query both… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | mcp-rag-agentmcp · search | Enables hybrid search over policies using Reciprocal Rank Fusion and provides grounded, context-aware answers via a LangGraph agent with COSTAR… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | carlosatta-ccxtmcp · search | Integrates with major cryptocurrency exchanges including Binance, Coinbase, Kraken, Bitfinex, and Bybit through CCXT to provide market data retrieval… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | damian-pramparo-semantic-contextmcp · search | Provides semantic code search across large codebases using ChromaDB vector storage and configurable embeddings, enabling indexing of local project… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | risky-business-aimcp · search | Integrates with GitHub, NIST NVD, and CISA's Known Exploited Vulnerabilities catalog to automate CVE exploitability assessment by searching for… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | pwalagov-file-controlmcp · search | Provides comprehensive filesystem operations including directory analysis, content search, Git integration, and full file editing capabilities with… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | mcp-github-advanced-searchmcp · search | Enables LLMs to perform advanced GitHub code searches with intelligent filtering and content retrieval using Playwright automation, optimized for… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | taishikato-supavecmcp · search | Integrates with Supavec to efficiently retrieve contextually relevant embeddings and associated content for enhancing knowledge retrieval and semantic… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | business-analytics-ragmcp · search | Combines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval from business documents… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | contentstack-brandkitmcp · search | Provides a bridge to Contentstack's BrandKit product for managing knowledge vault content through CRUD operations for adding, updating, deleting, and… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | chenxilol-perplexity-searchmcp · search | Integrates with Perplexity AI search API to enable real-time web searches with customizable parameters for recency filtering, domain-specific queries… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | garcheng-jina-ai-web-searchmcp · search | Integrates with Jina AI's web search and content fetching APIs, enabling web searches and URL content extraction for research tasks and information… | 4 stars | No one-command install · Source | |
| 1401 | 43.275 | netixc-searxngmcp · search | Provides privacy-focused metasearch capabilities through a self-hosted SearXNG instance, enabling searches across 100+ search engines including… | 4 stars | No commit datelisted | No one-command install · Source |
| 1401 | 43.275 | yarmoluk-ckgmcp · search | Query pre-structured knowledge graphs for math, science, and other domains without text retrieval. | 4 stars | No commit datelisted | No one-command install · Source |
| 1418 | 42.993 | rett-fra-bonden-lokal-matfinnermcp · search | Search 1,433+ Norwegian local-food producers — farms, shops, REKO rings, farm shops, dairies, fishers, bakeries — across 368+ cities. Now includes 13… | 2,511 installs | No commit datelisted | No one-command install · Source |
| 1419 | 42.840 | vignanuniversity-mcp-servermcp · search | Enables semantic search over the Vignan University knowledge base using Pinecone vector storage and Sentence Transformers. | 3 forks | No one-command install · Source | |
| 1419 | 42.840 | graph-rag-obsidianmcp · search | A local-first Graph-RAG system that combines ChromaDB with metadata-based graph relationships and Gemini 2.5 Flash for intelligent Q\&A over your… | 3 forks | No one-command install · Source | |
| 1419 | 42.840 | search-mcpmcp · search | Enables LLM-powered search with Elasticsearch, including query planning, expansion, and intelligent filtering for e-commerce. | 3 forks | No one-command install · Source | |
| 1419 | 42.840 | sergey-fintech-file-findermcp · search | Provides efficient file search and retrieval capabilities within a networked environment using TypeScript and Node.js, offering both standard and… | 3 forks | No one-command install · Source | |
| 1423 | 42.176 | eventflare-mcpmcp · search | Search 8,000+ corporate event venues across 40+ cities. Tools for venue search by capacity/category, pricing guides, expert advice articles, and… | 2,479 installs | No commit datelisted | No one-command install · Source |
| 1424 | 41.082 | superdocsmcp · search | Edits, drafts, searches, and exports styled documents through the Superdocs platform. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | iccplus-mcpmcp · search | Enables AI agents to author, validate, and build ICC Plus interactive fiction projects with full schema awareness and source-backed indexing. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | agentic-governance-caselawmcp · search | Search and analyze 85.7M judicial decisions across 90 jurisdictions with citation network analysis and legal risk assessment. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | skilletmcp · search | Enables AI agents to discover, install, and manage SKILL.md skills from a Git-backed registry via MCP tools for search, install, and list operations. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | gregario-hearthstone-oraclemcp · search | Hearthstone card search, deck analysis, and strategy coaching. 9 tools covering card lookup, deck decoding, archetype classification, class… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | nutstore-mcpmcp · search | MCP server for Nutstore cloud storage, enabling AI assistants to manage files via WebDAV with support for listing, searching, uploading, downloading… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | memos-mcpmcp · search | Connects to Memos note-taking service to read, write, search, filter, and manage memos, including creating comments and managing users. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | sailaoda-search-fusionmcp · search | Aggregates multiple search engines including Google Custom Search, Jina AI, DuckDuckGo, Bing, Baidu, and Exa AI with intelligent failover and… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | seta-mcpmcp · search | Enables Salesforce developers to create code and configuration using local documentation, with optional semantic search. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | szcharlesji-coinmarketcapmcp · search | Provides real-time cryptocurrency data from CoinMarketCap's API, enabling market listings, price quotes, ID mappings, metadata, global metrics, and… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | javier-orraca-tidymodelsmcp · search | Provides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | linear-issue-trackermcp · search | Integrates with Linear's issue tracking system to enable searching, creating, and updating issues, managing comments, and retrieving team information… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | floodfx-linearmcp · search | Integrates with Linear project management tool to search for issues with detailed filtering by team, status, assignee, labels, project, priority, and… | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | meghanmurphy1-elasticsearchmcp · search | Integrates with Elasticsearch to enable advanced search capabilities, data retrieval, and analysis for AI-assisted applications. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | owayo-source-relationmcp · search | Integrates source relation functionality to simplify connecting and organizing diverse data inputs, enabling efficient retrieval and processing. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | rileyedwards77-perplexitymcp · search | Integrates with Perplexity AI to enable advanced search, documentation retrieval, and conversational capabilities for AI systems and developers. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | h-yanagawa-research-notionmcp · search | Integrates with Notion to enable AI-powered survey creation, data retrieval, and analysis for research projects. | 1 star · 2 forks | No one-command install · Source | |
| 1424 | 41.082 | arben-adm-tavily-searchmcp · search | Integrates with Tavily search API to enable natural language web queries for retrieving up-to-date, contextual information from across the internet. | 1 star · 2 forks | No one-command install · Source | |
| 1442 | 40.544 | ai-agent-indexmcp · search | Search and retrieve structured data on AI agents for business automation. Filter by category, pricing, integration, and capability. Updated daily. | 2,356 installs | No commit datelisted | No one-command install · Source |
| 1443 | 40.000 | minha-morada-portuguese-real-estate-searchmcp · search | Search 181,000+ real estate listings in Portugal — apartments and houses for sale or rent across all 18 districts. Aggregates Imovirtual, Idealista… | 2,314 installs | No commit datelisted | No one-command install · Source |
| 1444 | 38.412 | ragingorangutan-rootvinemcp · search | Cross-platform music link resolution for AI agents, returning ranked streaming and purchase links from Spotify, Apple Music, Amazon, YouTube, and 15+… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | elnoramcp · search | AI-powered bioprotocol optimization platform for generating, searching, and managing lab protocols. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | knownpathmcp · search | Enables AI coding agents to search and retrieve verified, reusable engineering solutions from a shared knowledge network through MCP tools. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | gutenberg-mcp-servermcp · search | Search, browse, and read 75,000+ public-domain books from Project Gutenberg with full plain-text retrieval and offset/limit chunking via MCP. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | practice-fusion-mcpmcp · search | Enables read-only FHIR access to Practice Fusion EHR to search patients, appointments, conditions, medications, and lab results. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | dekkomcp · search | Dekko is a static code map generator and codebase indexer. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | ts-language-mcpmcp · search | Enables AI coding agents to interact with TypeScript projects through compiler-level code intelligence, providing tools for navigation, type… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | jhomen368-steam-reviewsmcp · search | Searches Steam games, fetches user reviews, and performs sentiment analysis with topic drill-down capabilities. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | youtube-aimcp · search | Provides read-only MCP tools to search YouTube, retrieve video metadata, transcripts, comments, channel information, and popular videos. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | yandex-webmaster-mcpmcp · search | This MCP server lets you query Yandex Webmaster data in plain language, covering search queries, indexing, diagnostics, sitemaps, backlinks, and… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | chrispulman-reactive-memorymcp · search | Persistent, queryable memory system for AI assistants backed by vector search, temporal knowledge graphs, and vault-structured storage. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | satorimcp · search | Agent-safe code retrieval MCP server that indexes repositories and provides semantic search, file navigation, call graph analysis, and bounded file… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | vectros-ai-mcp-servermcp · search | MCP server for Vectros, a typed multi-tenant record store with hybrid search and citation-grounded RAG, enabling agents to query, search, and ask… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | compendio-mcpmcp · search | Indexes your project's markdown documentation and exposes it to AI agents via local hybrid search (lexical + semantic) with progressive disclosure… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | gh-hampsterx-codex-cli-bridgemcp · search | Expose Codex CLI code review, execution, search, and structured output via MCP. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | whentoflymcp · search | Flight search for AI agents: flexible-date cheapest round-trips with a good-price verdict from historical data. Hosted remote MCP, free, no key. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | personal-brain-mcpmcp · search | A personal-life database with 47 tools across 13 domains, enabling semantic search and retrieval of memories, food, home, health, and more from any… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | cyanheads-openlibrarymcp · search | Search books and authors, fetch editions, browse subjects, and resolve cover images from Open Library. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | ahmedxuhri-big-indexermcp · search | Architecture-aware MCP context for large codebases — behavioral boundaries, coupling seams, impact scope, and BGI-TWIN guidance. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | cpp-semantic-graphmcp · search | Builds a semantic knowledge graph of C++ code and exposes 9 MCP tools for AI assistants to search classes, functions, inheritance, callers, callees… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | aimlpm-markcrawlmcp · search | Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | job-search-mcp-2mcp · search | A personal job-search assistant for Claude Desktop that searches real job boards, scores each job 0–100 for fit, and displays a ranked board for fast… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | synorivemcp · search | Provides Claude Code with local-first multimodal semantic search across documents, code, images, and video, plus multi-engine web research with active… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | oxcodemcp · search | Enables coding agents to navigate and query source code by providing context, symbols, and call graph information through a graph index. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | entscheidsuchemcp · searchalso listed as entscheidsuche-mcp | Full-text search and retrieval of Swiss court decisions across all federal and cantonal courts in German, French, and Italian. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | concept-ragmcp · search | Enables LLMs to perform conceptual search over local PDF/EPUB documents using a RAG pipeline with corpus-driven concept extraction and WordNet… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | dsh-mediacrawlermcp · search | An MCP adapter that connects DeepSeek Harness to MediaCrawler, enabling search, post/video detail, creator feeds, and comments across multiple Chinese… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | xianyu-shopping-assistantmcp · search | A Codex plugin that enables users to search, compare, and get purchase recommendations for second-hand items on Xianyu through natural language, with… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | iamvibhorsingh-bounding-boxmcp · search | Geospatial toolkit for coordinate conversion, EPSG projections, H3 indexing, Overpass queries, and map visualization. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | mcp-server-for-stealth-web-search-and-fetchingmcp · search | A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | sf-mm-mcpmcp · search | Enables searching movies and TV shows, finding magnet links, and starting downloads on put.io via natural language from MCP clients like Claude. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | noema-ai-mcp-servermcp · search | Exposes document ingestion, retrieval (vector, vectorless, hybrid), and multi-turn chat tools for a LangGraph-powered RAG pipeline with streaming… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | contextbridgemcp · search | Local-first code retrieval for AI agents — cuts codebase context from thousands of tokens to a few hundred, with zero hallucinated file paths. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | sovgrid-self-hosted-aimcp · search | Engineering knowledge base of self-hosted AI articles, indexed from NVIDIA DGX Spark experiments. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | maguyva-mcpmcp · search | Enables code intelligence through semantic, structural, graph, and text search across indexed repositories, allowing AI agents to quickly locate the… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | agent-context-bridgemcp · search | A local-first bridge for moving useful context between coding agents, indexing sessions and creating handoff packets for seamless agent switching. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | tokenskeinmcp · search | Provides compression, retrieval, and statistics for local context-economy when interacting with GPT/Codex, enabling efficient token usage and exact… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | idfkit-mcpmcp · search | Enables AI assistants to create, edit, and simulate EnergyPlus building energy models via natural language. Supports schema exploration, model… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | open-research-kbmcp · search | A local-first MCP server for building and querying PDF knowledge bases. It indexes PDFs into DuckDB and exposes evidence-grounded retrieval tools to… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | droste-memorymcp · search | Provides AI agents with causal code memory by indexing repositories into a graph of symbols and edges, enabling context-aware retrieval of relevant… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | alisaitteke-noun-projectmcp · search | Search and download icons from The Noun Project directly in AI assistants | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | datanorgemcp · search | An MCP server to find and fetch Norwegian open government data from data.norge.no. Enables search, metadata retrieval, and data download. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | hut-reservation-mcpmcp · search | Enables searching SAC huts, checking availability, and preparing booking or cancellation handoffs on hut-reservation.org with a safety model for… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | npm-registry-mcpmcp · search | Grants AI agents real-time access to the NPM registry, enabling package metadata retrieval, version checks, and dependency auditing for up-to-date… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | gregario-lorcana-oraclemcp · search | Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | docs-searchmcp · search | Enables AI agents to search project documentation via a semantic index, returning relevant markdown files to read before editing code. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | mcp-shlinkmcp · search | Enables AI assistants to interact with a Shlink URL shortening instance, allowing creation, listing, retrieval, and deletion of short URLs, as well as… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | markindex-mcpmcp · search | Enables LLMs to accurately navigate and retrieve information from complex documents using Page Index RAG methodology. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | pantelisgeorgiadis-dicomwebmcp · search | Exposes DICOMweb DICOM medical imaging archives to AI agents via QIDO-RS metadata queries and WADO-RS image retrieval. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | masx200-amap-mapsmcp · search | Integrates with China's AutoNavi (Amap) mapping service to provide geocoding, reverse geocoding, place search, weather data, and multi-modal route… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | unesco-mcpmcp · search | A Model Context Protocol server that connects AI assistants to UNESCO Institute for Statistics data, enabling natural language search, retrieval, and… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | redm-mcpmcp · search | Enables AI agents to look up RedM/RDR3 native hashes, search documentation semantically, and access framework docs and community data for accurate… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | jmerelnyc-awesome-listsmcp · search | Provides searchable access to curated awesome lists across topics, with tools to browse categories, search by keyword, and retrieve full list… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | spccn-arxivmcp · search | Provides 3 tools for searching and downloading arXiv papers in PDF or LaTeX formats. | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | knowledge-mcp-2mcp · search | A high-precision local knowledge base server enabling AI agents to navigate, search, and reason about complex codebases using hybrid semantic… | 3 stars | No one-command install · Source | |
| 1444 | 38.412 | proxypin-mcpmcp · search | Enables AI to analyze real-time HTTP(S) traffic captured by ProxyPin, with tools to browse, search, and inspect requests and responses, as well as… | 3 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.